Dataset info
| Number of variables | 42 |
|---|---|
| Number of observations | 484 |
| Missing cells | 8247 (40.6%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 158.9 KiB |
| Average record size in memory | 336.2 B |
Variables types
| Numeric | 15 |
|---|---|
| Categorical | 14 |
| Boolean | 0 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 1 |
| Rejected | 12 |
| Unsupported | 0 |
Warnings
Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Addition_End_DT
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 29-Aug-2019 05:49:25 PM | 1 |
|---|---|
| 20-May-2019 02:12:25 PM | 1 |
| 28-Mar-2019 01:06:10 AM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 29-Aug-2019 05:49:25 PM | 1 | 0.2% | |
| 20-May-2019 02:12:25 PM | 1 | 0.2% | |
| 28-Mar-2019 01:06:10 AM | 1 | 0.2% | |
| 29-Sep-2019 06:10:46 AM | 1 | 0.2% | |
| 27-Jun-2019 09:21:17 PM | 1 | 0.2% | |
| 25-Aug-2019 05:12:20 PM | 1 | 0.2% | |
| 19-Apr-2019 02:23:55 PM | 1 | 0.2% | |
| 16-Feb-2019 03:47:12 AM | 1 | 0.2% | |
| 12-Mar-2019 01:46:40 PM | 1 | 0.2% | |
| 17-Apr-2019 02:57:12 PM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Amount
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 3.7% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 17.35233853 |
|---|---|
| Minimum | 16.3 |
| Maximum | 18 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16.3 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 17.2 |
| Median | 17.3 |
| Q3 | 17.5 |
| 95-th percentile | 17.9 |
| Maximum | 18 |
| Range | 1.7 |
| Interquartile range | 0.3 |
Descriptive statistics
| Standard deviation | 0.2818942801 |
|---|---|
| Coef of variation | 0.0162453193 |
| Kurtosis | 0.251354402 |
| Mean | 17.35233853 |
| MAD | 0.2217250906 |
| Skewness | 0.6394780644 |
| Sum | 7791.2 |
| Variance | 0.07946438514 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 17.2 | 122 | 25.2% | |
| 17.3 | 108 | 22.3% | |
| 17.1 | 55 | 11.4% | |
| 17.8 | 35 | 7.2% | |
| 17.4 | 24 | 5.0% | |
| 17.7 | 23 | 4.8% | |
| 17.9 | 22 | 4.5% | |
| 17 | 17 | 3.5% | |
| 17.6 | 14 | 2.9% | |
| 18 | 13 | 2.7% | |
| Other values (7) | 16 | 3.3% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16.3 | 1 | 0.2% | |
| 16.5 | 1 | 0.2% | |
| 16.6 | 1 | 0.2% | |
| 16.7 | 1 | 0.2% | |
| 16.8 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 18 | 13 | 2.7% | |
| 17.9 | 22 | 4.5% | |
| 17.8 | 35 | 7.2% | |
| 17.7 | 23 | 4.8% | |
| 17.6 | 14 | 2.9% |
Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Concentration
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilStirringDuration(min)
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilStirringDurationTxT
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 52.7% |
| Missing (n) | 255 |
| 00:50:20 | |
|---|---|
| 00:50:19 | 3 |
| 00:50:21 | 2 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 00:50:20 | 224 | 46.3% | |
| 00:50:19 | 3 | 0.6% | |
| 00:50:21 | 2 | 0.4% | |
| (Missing) | 255 | 52.7% |
| Max length | 8 |
|---|---|
| Mean length | 5.365702479 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilSuspTemp(°C)
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.013075511 |
|---|---|
| Minimum | 3.932063341 |
| Maximum | 4.137290955 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3.932063341 |
|---|---|
| 5-th percentile | 3.937540865 |
| Q1 | 3.970867395 |
| Median | 3.995992899 |
| Q3 | 4.022171497 |
| 95-th percentile | 4.12474041 |
| Maximum | 4.137290955 |
| Range | 0.2052276134 |
| Interquartile range | 0.05130410194 |
Descriptive statistics
| Standard deviation | 0.06875574005 |
|---|---|
| Coef of variation | 0.01713292956 |
| Kurtosis | -0.02296777838 |
| Mean | 4.013075511 |
| MAD | 0.05112718653 |
| Skewness | 0.8847465536 |
| Sum | 36.1176796 |
| Variance | 0.004727351789 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 3.995992899 | 1 | 0.2% | |
| 4.022171497 | 1 | 0.2% | |
| 4.016997337 | 1 | 0.2% | |
| 3.945757151 | 1 | 0.2% | |
| 3.932063341 | 1 | 0.2% | |
| 3.990624428 | 1 | 0.2% | |
| 4.137290955 | 1 | 0.2% | |
| 4.105914593 | 1 | 0.2% | |
| 3.970867395 | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3.932063341 | 1 | 0.2% | |
| 3.945757151 | 1 | 0.2% | |
| 3.970867395 | 1 | 0.2% | |
| 3.990624428 | 1 | 0.2% | |
| 3.995992899 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.137290955 | 1 | 0.2% | |
| 4.105914593 | 1 | 0.2% | |
| 4.022171497 | 1 | 0.2% | |
| 4.016997337 | 1 | 0.2% | |
| 3.995992899 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Aerosil_Addition.Extract_Aging_(min)(min)
Numeric
| Distinct count | 421 |
|---|---|
| Unique (%) | 87.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 143.5813289 |
|---|---|
| Minimum | 111.8 |
| Maximum | 332.1666667 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 111.8 |
|---|---|
| 5-th percentile | 120.85 |
| Q1 | 129.35 |
| Median | 138.5 |
| Q3 | 154.8333333 |
| 95-th percentile | 175.4666667 |
| Maximum | 332.1666667 |
| Range | 220.3666667 |
| Interquartile range | 25.48333333 |
Descriptive statistics
| Standard deviation | 20.91200819 |
|---|---|
| Coef of variation | 0.1456457351 |
| Kurtosis | 16.28913946 |
| Mean | 143.5813289 |
| MAD | 14.88031838 |
| Skewness | 2.687322216 |
| Sum | 64468.01667 |
| Variance | 437.3120867 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 124.9833333 | 3 | 0.6% | |
| 136.7 | 3 | 0.6% | |
| 130.0166667 | 2 | 0.4% | |
| 137.4166667 | 2 | 0.4% | |
| 137.25 | 2 | 0.4% | |
| 147.4666667 | 2 | 0.4% | |
| 135.0833333 | 2 | 0.4% | |
| 141.8166667 | 2 | 0.4% | |
| 125.1666667 | 2 | 0.4% | |
| 146.5333333 | 2 | 0.4% | |
| Other values (410) | 427 | 88.2% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 111.8 | 1 | 0.2% | |
| 113.45 | 1 | 0.2% | |
| 115.0166667 | 1 | 0.2% | |
| 115.1 | 1 | 0.2% | |
| 117.6333333 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 332.1666667 | 1 | 0.2% | |
| 245.7833333 | 1 | 0.2% | |
| 227.25 | 1 | 0.2% | |
| 226.2166667 | 1 | 0.2% | |
| 212 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Aerosil_Addition.ExtractDuration(h)
Numeric
| Distinct count | 447 |
|---|---|
| Unique (%) | 92.4% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7.822212942 |
|---|---|
| Minimum | 3.6 |
| Maximum | 45.93138889 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3.6 |
|---|---|
| 5-th percentile | 3.851111111 |
| Q1 | 4.466944444 |
| Median | 6.442222222 |
| Q3 | 10.18472222 |
| 95-th percentile | 15.10527778 |
| Maximum | 45.93138889 |
| Range | 42.33138889 |
| Interquartile range | 5.717777778 |
Descriptive statistics
| Standard deviation | 4.391968146 |
|---|---|
| Coef of variation | 0.5614738666 |
| Kurtosis | 16.93464858 |
| Mean | 7.822212942 |
| MAD | 3.310763359 |
| Skewness | 2.741968099 |
| Sum | 3512.173611 |
| Variance | 19.2893842 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 4.047222222 | 2 | 0.4% | |
| 7.479166667 | 2 | 0.4% | |
| 3.921666667 | 2 | 0.4% | |
| 12.26805556 | 1 | 0.2% | |
| 4.514166667 | 1 | 0.2% | |
| 8.5725 | 1 | 0.2% | |
| 16.6675 | 1 | 0.2% | |
| 4.514444444 | 1 | 0.2% | |
| 7.958611111 | 1 | 0.2% | |
| 9.414444444 | 1 | 0.2% | |
| Other values (436) | 436 | 90.1% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3.6 | 1 | 0.2% | |
| 3.63 | 1 | 0.2% | |
| 3.682222222 | 1 | 0.2% | |
| 3.684722222 | 1 | 0.2% | |
| 3.701944444 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 45.93138889 | 1 | 0.2% | |
| 38.99972222 | 1 | 0.2% | |
| 18.57388889 | 1 | 0.2% | |
| 18.57083333 | 1 | 0.2% | |
| 18.17166667 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Amount_of_Celpure
Numeric
| Distinct count | 62 |
|---|---|
| Unique (%) | 12.8% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 87.8 |
|---|---|
| Minimum | 79.8 |
| Maximum | 91.2 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 79.8 |
|---|---|
| 5-th percentile | 81.5 |
| Q1 | 83.1 |
| Median | 89.6 |
| Q3 | 90.1 |
| 95-th percentile | 90.5 |
| Maximum | 91.2 |
| Range | 11.4 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 3.443096094 |
|---|---|
| Coef of variation | 0.03921521747 |
| Kurtosis | -0.7059497299 |
| Mean | 87.8 |
| MAD | 2.975055679 |
| Skewness | -1.071599791 |
| Sum | 39422.2 |
| Variance | 11.85491071 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 90.1 | 30 | 6.2% | |
| 89.9 | 27 | 5.6% | |
| 89.7 | 26 | 5.4% | |
| 89.8 | 26 | 5.4% | |
| 90 | 24 | 5.0% | |
| 89.4 | 21 | 4.3% | |
| 90.4 | 20 | 4.1% | |
| 90.3 | 20 | 4.1% | |
| 89.5 | 19 | 3.9% | |
| 89.6 | 18 | 3.7% | |
| Other values (51) | 218 | 45.0% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 79.8 | 1 | 0.2% | |
| 80.5 | 1 | 0.2% | |
| 80.6 | 1 | 0.2% | |
| 80.7 | 2 | 0.4% | |
| 80.8 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 91.2 | 1 | 0.2% | |
| 91 | 1 | 0.2% | |
| 90.8 | 6 | 1.2% | |
| 90.7 | 7 | 1.4% | |
| 90.6 | 6 | 1.2% |
Cold_Frac.7-FST_Filtration.Calcs.AerosilAmount/CPPWt
Numeric
| Distinct count | 419 |
|---|---|
| Unique (%) | 86.6% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.002317583158 |
|---|---|
| Minimum | 0.002159321505 |
| Maximum | 0.002543558438 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.002159321505 |
|---|---|
| 5-th percentile | 0.002238032797 |
| Q1 | 0.002241392791 |
| Median | 0.0022459657 |
| Q3 | 0.002499541045 |
| 95-th percentile | 0.002541180497 |
| Maximum | 0.002543558438 |
| Range | 0.0003842369335 |
| Interquartile range | 0.0002581482537 |
Descriptive statistics
| Standard deviation | 0.0001274732339 |
|---|---|
| Coef of variation | 0.05500265806 |
| Kurtosis | -0.7335388112 |
| Mean | 0.002317583158 |
| MAD | 0.0001109446406 |
| Skewness | 1.116409976 |
| Sum | 1.040594838 |
| Variance | 1.624942537e-08 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 0.002241451209 | 2 | 0.4% | |
| 0.002248973012 | 2 | 0.4% | |
| 0.002247366165 | 2 | 0.4% | |
| 0.0022459657 | 2 | 0.4% | |
| 0.002543480732 | 2 | 0.4% | |
| 0.002237835025 | 2 | 0.4% | |
| 0.002239656324 | 2 | 0.4% | |
| 0.002243790148 | 2 | 0.4% | |
| 0.002248550277 | 2 | 0.4% | |
| 0.002249248071 | 2 | 0.4% | |
| Other values (408) | 429 | 88.6% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.002159321505 | 1 | 0.2% | |
| 0.002191838299 | 1 | 0.2% | |
| 0.002204671309 | 1 | 0.2% | |
| 0.00221475286 | 1 | 0.2% | |
| 0.002217556751 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.002543558438 | 1 | 0.2% | |
| 0.002543480732 | 2 | 0.4% | |
| 0.002543336175 | 1 | 0.2% | |
| 0.002543307223 | 1 | 0.2% | |
| 0.002543227768 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Calcs.AerosilMixDur(hours)
Highly correlated
This variable is highly correlated with Cold_Frac.7-FST_Filtration.Aerosil_Addition.Extract_Aging_(min)(min) and should be ignored for analysis
| Correlation | 1 |
|---|
Cold_Frac.7-FST_Filtration.Calcs.CelpureAmount/CPPWt
Numeric
| Distinct count | 419 |
|---|---|
| Unique (%) | 86.6% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0117019067 |
|---|---|
| Minimum | 0.01126489412 |
| Maximum | 0.01171402983 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.01126489412 |
|---|---|
| 5-th percentile | 0.0117010915 |
| Q1 | 0.01170383307 |
| Median | 0.01170706697 |
| Q3 | 0.01171017955 |
| 95-th percentile | 0.01171322353 |
| Maximum | 0.01171402983 |
| Range | 0.0004491357101 |
| Interquartile range | 6.346476935e-06 |
Descriptive statistics
| Standard deviation | 3.47559005e-05 |
|---|---|
| Coef of variation | 0.002970105761 |
| Kurtosis | 71.70265035 |
| Mean | 0.0117019067 |
| MAD | 1.039559542e-05 |
| Skewness | -7.721395248 |
| Sum | 5.254156109 |
| Variance | 1.20797262e-09 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 0.01171131224 | 2 | 0.4% | |
| 0.0117034266 | 2 | 0.4% | |
| 0.01171297377 | 2 | 0.4% | |
| 0.01170383307 | 2 | 0.4% | |
| 0.01170407098 | 2 | 0.4% | |
| 0.01170322295 | 2 | 0.4% | |
| 0.01170999844 | 2 | 0.4% | |
| 0.01170938835 | 2 | 0.4% | |
| 0.01171217047 | 2 | 0.4% | |
| 0.01171285945 | 2 | 0.4% | |
| Other values (408) | 429 | 88.6% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.01126489412 | 1 | 0.2% | |
| 0.0114680111 | 1 | 0.2% | |
| 0.01149212498 | 1 | 0.2% | |
| 0.01149885011 | 1 | 0.2% | |
| 0.01150918617 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.01171402983 | 1 | 0.2% | |
| 0.01171391567 | 1 | 0.2% | |
| 0.0117138633 | 1 | 0.2% | |
| 0.01171383648 | 2 | 0.4% | |
| 0.01171377642 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Calcs.ExtractDur(hours)
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Calcs.FRII+III_ExtractFiltrateStepRecovery
Highly correlated
This variable is highly correlated with Cold_Frac.7-FST_Filtration.Calcs.AerosilAmount/CPPWt and should be ignored for analysis
| Correlation | 0.9530183949 |
|---|
Cold_Frac.7-FST_Filtration.Calcs.FRII+III_ExtractPasteRecovery
Numeric
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 87.90196535 |
|---|---|
| Minimum | 0 |
| Maximum | 96.11693592 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 83.78127351 |
| Q1 | 86.63908845 |
| Median | 88.00780192 |
| Q3 | 89.44717043 |
| 95-th percentile | 92.09185995 |
| Maximum | 96.11693592 |
| Range | 96.11693592 |
| Interquartile range | 2.80808198 |
Descriptive statistics
| Standard deviation | 4.799371254 |
|---|---|
| Coef of variation | 0.05459913479 |
| Kurtosis | 251.7683164 |
| Mean | 87.90196535 |
| MAD | 2.045767614 |
| Skewness | -13.75870197 |
| Sum | 39467.98244 |
| Variance | 23.03396443 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 87.7055189 | 1 | 0.2% | |
| 83.21762714 | 1 | 0.2% | |
| 87.87562 | 1 | 0.2% | |
| 87.35344164 | 1 | 0.2% | |
| 90.2676014 | 1 | 0.2% | |
| 89.602731 | 1 | 0.2% | |
| 88.52542661 | 1 | 0.2% | |
| 91.05229994 | 1 | 0.2% | |
| 88.49022904 | 1 | 0.2% | |
| 88.32619913 | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.2% | |
| 79.54831613 | 1 | 0.2% | |
| 79.93512812 | 1 | 0.2% | |
| 81.21674126 | 1 | 0.2% | |
| 81.60545935 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96.11693592 | 1 | 0.2% | |
| 94.53811686 | 1 | 0.2% | |
| 94.11612596 | 1 | 0.2% | |
| 94.10553999 | 1 | 0.2% | |
| 93.85888897 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Celpure_Addition_Duration
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 209.0851852 |
|---|---|
| Minimum | 183.7333333 |
| Maximum | 245.8 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 183.7333333 |
|---|---|
| 5-th percentile | 187.1333333 |
| Q1 | 195.6166667 |
| Median | 207.2666667 |
| Q3 | 218.2666667 |
| 95-th percentile | 237.1466667 |
| Maximum | 245.8 |
| Range | 62.06666667 |
| Interquartile range | 22.65 |
Descriptive statistics
| Standard deviation | 18.68238075 |
|---|---|
| Coef of variation | 0.08935296266 |
| Kurtosis | 0.7120149882 |
| Mean | 209.0851852 |
| MAD | 13.77242798 |
| Skewness | 0.7412939932 |
| Sum | 1881.766667 |
| Variance | 349.0313503 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 224.1666667 | 1 | 0.2% | |
| 210.0833333 | 1 | 0.2% | |
| 183.7333333 | 1 | 0.2% | |
| 207.2666667 | 1 | 0.2% | |
| 245.8 | 1 | 0.2% | |
| 218.2666667 | 1 | 0.2% | |
| 192.2333333 | 1 | 0.2% | |
| 204.6 | 1 | 0.2% | |
| 195.6166667 | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 183.7333333 | 1 | 0.2% | |
| 192.2333333 | 1 | 0.2% | |
| 195.6166667 | 1 | 0.2% | |
| 204.6 | 1 | 0.2% | |
| 207.2666667 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 245.8 | 1 | 0.2% | |
| 224.1666667 | 1 | 0.2% | |
| 218.2666667 | 1 | 0.2% | |
| 210.0833333 | 1 | 0.2% | |
| 207.2666667 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Celpure_Addition_End_Time
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| 26-Dec-2018 04:06:05 AM | 1 |
|---|---|
| 29-Dec-2018 03:14:00 AM | 1 |
| 27-Dec-2018 09:21:53 AM | 1 |
| Other values (6) | 6 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 26-Dec-2018 04:06:05 AM | 1 | 0.2% | |
| 29-Dec-2018 03:14:00 AM | 1 | 0.2% | |
| 27-Dec-2018 09:21:53 AM | 1 | 0.2% | |
| 24-Dec-2018 05:50:32 PM | 1 | 0.2% | |
| 30-Dec-2018 10:32:14 PM | 1 | 0.2% | |
| 27-Dec-2018 10:48:55 PM | 1 | 0.2% | |
| 28-Dec-2018 11:07:31 AM | 1 | 0.2% | |
| 23-Dec-2018 07:56:25 AM | 1 | 0.2% | |
| 29-Dec-2018 05:52:34 PM | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
| Max length | 23 |
|---|---|
| Mean length | 3.371900826 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Celpure_Addition_Start_Time
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| 29-Dec-2018 03:03:49 AM | 1 |
|---|---|
| 28-Dec-2018 10:57:23 AM | 1 |
| 27-Dec-2018 09:11:44 AM | 1 |
| Other values (6) | 6 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 29-Dec-2018 03:03:49 AM | 1 | 0.2% | |
| 28-Dec-2018 10:57:23 AM | 1 | 0.2% | |
| 27-Dec-2018 09:11:44 AM | 1 | 0.2% | |
| 30-Dec-2018 10:22:06 PM | 1 | 0.2% | |
| 23-Dec-2018 07:46:17 AM | 1 | 0.2% | |
| 24-Dec-2018 05:40:23 PM | 1 | 0.2% | |
| 29-Dec-2018 05:42:25 PM | 1 | 0.2% | |
| 27-Dec-2018 10:38:44 PM | 1 | 0.2% | |
| 26-Dec-2018 03:55:57 AM | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
| Max length | 23 |
|---|---|
| Mean length | 3.371900826 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_Filt
Highly correlated
This variable is highly correlated with Cold_Frac.7-FST_Filtration.Calcs.AerosilMixDur(hours) and should be ignored for analysis
| Correlation | 1 |
|---|
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_PreCond
Highly correlated
This variable is highly correlated with Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_Filt and should be ignored for analysis
| Correlation | 0.9224255422 |
|---|
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_Aerosil_ADD_End
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 29-Aug-2019 05:49:25 PM | 1 |
|---|---|
| 20-May-2019 02:12:25 PM | 1 |
| 28-Mar-2019 01:06:10 AM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 29-Aug-2019 05:49:25 PM | 1 | 0.2% | |
| 20-May-2019 02:12:25 PM | 1 | 0.2% | |
| 28-Mar-2019 01:06:10 AM | 1 | 0.2% | |
| 29-Sep-2019 06:10:46 AM | 1 | 0.2% | |
| 27-Jun-2019 09:21:17 PM | 1 | 0.2% | |
| 25-Aug-2019 05:12:20 PM | 1 | 0.2% | |
| 19-Apr-2019 02:23:55 PM | 1 | 0.2% | |
| 16-Feb-2019 03:47:12 AM | 1 | 0.2% | |
| 12-Mar-2019 01:46:40 PM | 1 | 0.2% | |
| 17-Apr-2019 02:57:12 PM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_FILT_End
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 06-Sep-2019 05:29:02 PM | 1 |
|---|---|
| 30-Apr-2019 03:36:29 PM | 1 |
| 06-Mar-2019 01:40:31 PM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 06-Sep-2019 05:29:02 PM | 1 | 0.2% | |
| 30-Apr-2019 03:36:29 PM | 1 | 0.2% | |
| 06-Mar-2019 01:40:31 PM | 1 | 0.2% | |
| 12-Mar-2019 03:36:12 AM | 1 | 0.2% | |
| 02-Sep-2019 01:15:10 AM | 1 | 0.2% | |
| 13-Jul-2019 04:01:16 PM | 1 | 0.2% | |
| 06-Oct-2019 06:39:03 PM | 1 | 0.2% | |
| 02-Jun-2019 07:03:10 PM | 1 | 0.2% | |
| 03-Jan-2019 11:01:42 PM | 1 | 0.2% | |
| 20-Feb-2019 06:29:15 AM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_FILT_Start
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 10-Mar-2019 09:07:00 PM | 1 |
|---|---|
| 27-Jan-2019 09:59:01 AM | 1 |
| 12-May-2019 12:56:55 PM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 10-Mar-2019 09:07:00 PM | 1 | 0.2% | |
| 27-Jan-2019 09:59:01 AM | 1 | 0.2% | |
| 12-May-2019 12:56:55 PM | 1 | 0.2% | |
| 04-Sep-2019 10:21:07 PM | 1 | 0.2% | |
| 03-May-2019 06:40:20 AM | 1 | 0.2% | |
| 04-Jan-2019 11:34:59 AM | 1 | 0.2% | |
| 18-Feb-2019 01:04:31 AM | 1 | 0.2% | |
| 27-Apr-2019 01:23:46 AM | 1 | 0.2% | |
| 14-Sep-2019 09:13:08 PM | 1 | 0.2% | |
| 18-Mar-2019 10:56:44 PM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_PRECOND_Start
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 09-Jun-2019 12:20:09 AM | 1 |
|---|---|
| 31-May-2019 11:11:38 AM | 1 |
| 26-Jan-2019 06:14:29 PM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 09-Jun-2019 12:20:09 AM | 1 | 0.2% | |
| 31-May-2019 11:11:38 AM | 1 | 0.2% | |
| 26-Jan-2019 06:14:29 PM | 1 | 0.2% | |
| 08-May-2019 10:05:35 PM | 1 | 0.2% | |
| 29-Mar-2019 08:04:40 PM | 1 | 0.2% | |
| 08-Oct-2019 05:49:04 PM | 1 | 0.2% | |
| 24-Jan-2019 07:46:34 AM | 1 | 0.2% | |
| 25-Mar-2019 12:29:25 PM | 1 | 0.2% | |
| 12-Sep-2019 07:21:31 PM | 1 | 0.2% | |
| 23-Jul-2019 01:05:42 AM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_STIR_Start
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Ext_Stir_Start_to_End_of_Aerosil_Add
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Filtration_End_Time
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| 27-Dec-2018 09:37:31 PM | 1 |
|---|---|
| 27-Dec-2018 04:20:57 AM | 1 |
| 22-Dec-2018 05:33:12 PM | 1 |
| Other values (6) | 6 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 27-Dec-2018 09:37:31 PM | 1 | 0.2% | |
| 27-Dec-2018 04:20:57 AM | 1 | 0.2% | |
| 22-Dec-2018 05:33:12 PM | 1 | 0.2% | |
| 25-Dec-2018 06:53:22 AM | 1 | 0.2% | |
| 28-Dec-2018 12:01:43 PM | 1 | 0.2% | |
| 29-Dec-2018 12:44:12 AM | 1 | 0.2% | |
| 26-Dec-2018 01:12:34 PM | 1 | 0.2% | |
| 24-Dec-2018 01:53:44 AM | 1 | 0.2% | |
| 30-Dec-2018 07:49:59 AM | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
| Max length | 23 |
|---|---|
| Mean length | 3.371900826 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Filtration_Start_Time
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| 25-Dec-2018 03:09:12 AM | 1 |
|---|---|
| 28-Dec-2018 08:31:38 AM | 1 |
| 28-Dec-2018 09:40:28 PM | 1 |
| Other values (6) | 6 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 25-Dec-2018 03:09:12 AM | 1 | 0.2% | |
| 28-Dec-2018 08:31:38 AM | 1 | 0.2% | |
| 28-Dec-2018 09:40:28 PM | 1 | 0.2% | |
| 27-Dec-2018 05:31:43 PM | 1 | 0.2% | |
| 23-Dec-2018 10:38:07 PM | 1 | 0.2% | |
| 22-Dec-2018 01:54:56 PM | 1 | 0.2% | |
| 27-Dec-2018 01:08:43 AM | 1 | 0.2% | |
| 30-Dec-2018 04:22:43 AM | 1 | 0.2% | |
| 26-Dec-2018 09:47:58 AM | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
| Max length | 23 |
|---|---|
| Mean length | 3.371900826 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.FilterPressID
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Filtrate_Amount(L)
Numeric
| Distinct count | 272 |
|---|---|
| Unique (%) | 56.2% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 8301.830735 |
|---|---|
| Minimum | 7639 |
| Maximum | 9596 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 7639 |
|---|---|
| 5-th percentile | 8129.4 |
| Q1 | 8197 |
| Median | 8247 |
| Q3 | 8368 |
| 95-th percentile | 8550.6 |
| Maximum | 9596 |
| Range | 1957 |
| Interquartile range | 171 |
Descriptive statistics
| Standard deviation | 214.1156602 |
|---|---|
| Coef of variation | 0.02579137867 |
| Kurtosis | 16.79441496 |
| Mean | 8301.830735 |
| MAD | 132.2739967 |
| Skewness | 3.395500875 |
| Sum | 3727522 |
| Variance | 45845.51593 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 8199 | 5 | 1.0% | |
| 8186 | 5 | 1.0% | |
| 8264 | 5 | 1.0% | |
| 8259 | 4 | 0.8% | |
| 8295 | 4 | 0.8% | |
| 8242 | 4 | 0.8% | |
| 8229 | 4 | 0.8% | |
| 8258 | 4 | 0.8% | |
| 8230 | 4 | 0.8% | |
| 8228 | 4 | 0.8% | |
| Other values (261) | 406 | 83.9% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 7639 | 1 | 0.2% | |
| 7856 | 1 | 0.2% | |
| 7975 | 1 | 0.2% | |
| 7977 | 1 | 0.2% | |
| 8012 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9596 | 1 | 0.2% | |
| 9532 | 1 | 0.2% | |
| 9517 | 1 | 0.2% | |
| 9502 | 1 | 0.2% | |
| 9481 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Filtration_Duration
Numeric
| Distinct count | 416 |
|---|---|
| Unique (%) | 86.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.321620267 |
|---|---|
| Minimum | 1.933333333 |
| Maximum | 3.179722222 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.933333333 |
|---|---|
| 5-th percentile | 2.011833333 |
| Q1 | 2.176388889 |
| Median | 2.319166667 |
| Q3 | 2.444444444 |
| 95-th percentile | 2.663333333 |
| Maximum | 3.179722222 |
| Range | 1.246388889 |
| Interquartile range | 0.2680555556 |
Descriptive statistics
| Standard deviation | 0.2050849885 |
|---|---|
| Coef of variation | 0.08833700817 |
| Kurtosis | 0.7120963398 |
| Mean | 2.321620267 |
| MAD | 0.1612287582 |
| Skewness | 0.5566108199 |
| Sum | 1042.4075 |
| Variance | 0.04205985251 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 2.455 | 3 | 0.6% | |
| 1.993333333 | 3 | 0.6% | |
| 2.2525 | 2 | 0.4% | |
| 2.069166667 | 2 | 0.4% | |
| 2.436388889 | 2 | 0.4% | |
| 2.611944444 | 2 | 0.4% | |
| 2.250833333 | 2 | 0.4% | |
| 2.328611111 | 2 | 0.4% | |
| 2.265555556 | 2 | 0.4% | |
| 2.134722222 | 2 | 0.4% | |
| Other values (405) | 427 | 88.2% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.933333333 | 1 | 0.2% | |
| 1.946111111 | 1 | 0.2% | |
| 1.953888889 | 1 | 0.2% | |
| 1.954166667 | 1 | 0.2% | |
| 1.959444444 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3.179722222 | 1 | 0.2% | |
| 3.086944444 | 1 | 0.2% | |
| 3.023333333 | 1 | 0.2% | |
| 2.940833333 | 1 | 0.2% | |
| 2.852222222 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.FR_II+III_ExtractPasteWeight(kg)
Numeric
| Distinct count | 405 |
|---|---|
| Unique (%) | 83.7% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 659.1438713 |
|---|---|
| Minimum | 0 |
| Maximum | 727.1999 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 621.04006 |
| Q1 | 643.1001 |
| Median | 666.4 |
| Q3 | 677.1001 |
| 95-th percentile | 691.46004 |
| Maximum | 727.1999 |
| Range | 727.1999 |
| Interquartile range | 34 |
Descriptive statistics
| Standard deviation | 38.68939369 |
|---|---|
| Coef of variation | 0.05869643241 |
| Kurtosis | 187.906004 |
| Mean | 659.1438713 |
| MAD | 20.611958 |
| Skewness | -11.15117416 |
| Sum | 295955.5982 |
| Variance | 1496.869184 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 676.6 | 3 | 0.6% | |
| 677.6 | 3 | 0.6% | |
| 683 | 3 | 0.6% | |
| 672.2 | 3 | 0.6% | |
| 673.7 | 3 | 0.6% | |
| 671.3 | 2 | 0.4% | |
| 658.4 | 2 | 0.4% | |
| 684.5 | 2 | 0.4% | |
| 664.6 | 2 | 0.4% | |
| 642.5001 | 2 | 0.4% | |
| Other values (394) | 424 | 87.6% | |
| (Missing) | 35 | 7.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.2% | |
| 594.8 | 1 | 0.2% | |
| 595.8999 | 1 | 0.2% | |
| 598.9 | 1 | 0.2% | |
| 599 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 727.1999 | 1 | 0.2% | |
| 715.6 | 1 | 0.2% | |
| 709.8 | 1 | 0.2% | |
| 706.3001 | 1 | 0.2% | |
| 706.1 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Frac_II_+_III_Extract_Pre_Aerosil_Delivery_Sending_Tank_Temperature_during_Filtration
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.003214306 |
|---|---|
| Minimum | 3.973361015 |
| Maximum | 4.031047821 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3.973361015 |
|---|---|
| 5-th percentile | 3.977115154 |
| Q1 | 3.992337465 |
| Median | 4.004617691 |
| Q3 | 4.016435146 |
| 95-th percentile | 4.025737572 |
| Maximum | 4.031047821 |
| Range | 0.05768680573 |
| Interquartile range | 0.02409768105 |
Descriptive statistics
| Standard deviation | 0.01833325205 |
|---|---|
| Coef of variation | 0.004579632926 |
| Kurtosis | -0.6220185201 |
| Mean | 4.003214306 |
| MAD | 0.01461109114 |
| Skewness | -0.2330060776 |
| Sum | 36.02892876 |
| Variance | 0.0003361081306 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 4.031047821 | 1 | 0.2% | |
| 4.017772198 | 1 | 0.2% | |
| 3.973361015 | 1 | 0.2% | |
| 3.998662472 | 1 | 0.2% | |
| 4.016435146 | 1 | 0.2% | |
| 4.004617691 | 1 | 0.2% | |
| 3.982746363 | 1 | 0.2% | |
| 3.992337465 | 1 | 0.2% | |
| 4.011948586 | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3.973361015 | 1 | 0.2% | |
| 3.982746363 | 1 | 0.2% | |
| 3.992337465 | 1 | 0.2% | |
| 3.998662472 | 1 | 0.2% | |
| 4.004617691 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.031047821 | 1 | 0.2% | |
| 4.017772198 | 1 | 0.2% | |
| 4.016435146 | 1 | 0.2% | |
| 4.011948586 | 1 | 0.2% | |
| 4.004617691 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.PostWashEndDT
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 29-Jun-2019 06:43:46 PM | 1 |
|---|---|
| 22-Feb-2019 11:31:50 PM | 1 |
| 28-May-2019 04:16:22 AM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 29-Jun-2019 06:43:46 PM | 1 | 0.2% | |
| 22-Feb-2019 11:31:50 PM | 1 | 0.2% | |
| 28-May-2019 04:16:22 AM | 1 | 0.2% | |
| 09-Oct-2019 02:05:40 PM | 1 | 0.2% | |
| 19-Jan-2019 07:54:57 AM | 1 | 0.2% | |
| 07-Jun-2019 04:53:25 PM | 1 | 0.2% | |
| 14-Jan-2019 05:20:43 PM | 1 | 0.2% | |
| 22-Apr-2019 08:42:13 PM | 1 | 0.2% | |
| 13-Apr-2019 10:57:26 AM | 1 | 0.2% | |
| 08-Apr-2019 06:31:24 PM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.PPTG_Suspension_Post_Aging_Sending_Tank_Temperature_during_Filtration
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 98.1% |
| Missing (n) | 475 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -8.921274079 |
|---|---|
| Minimum | -9.070100784 |
| Maximum | -8.847999573 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -9.070100784 |
|---|---|
| 5-th percentile | -9.058912659 |
| Q1 | -9.031435013 |
| Median | -8.865652084 |
| Q3 | -8.856654167 |
| 95-th percentile | -8.848713684 |
| Maximum | -8.847999573 |
| Range | 0.2221012115 |
| Interquartile range | 0.1747808456 |
Descriptive statistics
| Standard deviation | 0.09573980594 |
|---|---|
| Coef of variation | -0.01073162926 |
| Kurtosis | -1.521123739 |
| Mean | -8.921274079 |
| MAD | 0.08440978439 |
| Skewness | -0.8795973909 |
| Sum | -80.29146671 |
| Variance | 0.009166110441 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| -9.070100784 | 1 | 0.2% | |
| -8.865652084 | 1 | 0.2% | |
| -8.849784851 | 1 | 0.2% | |
| -8.856982231 | 1 | 0.2% | |
| -8.856654167 | 1 | 0.2% | |
| -8.847999573 | 1 | 0.2% | |
| -8.870727539 | 1 | 0.2% | |
| -9.04213047 | 1 | 0.2% | |
| -9.031435013 | 1 | 0.2% | |
| (Missing) | 475 | 98.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -9.070100784 | 1 | 0.2% | |
| -9.04213047 | 1 | 0.2% | |
| -9.031435013 | 1 | 0.2% | |
| -8.870727539 | 1 | 0.2% | |
| -8.865652084 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| -8.847999573 | 1 | 0.2% | |
| -8.849784851 | 1 | 0.2% | |
| -8.856654167 | 1 | 0.2% | |
| -8.856982231 | 1 | 0.2% | |
| -8.865652084 | 1 | 0.2% |
Cold_Frac.7-FST_Filtration.Sampling.IGG_Content(mg/mL)
Constant
This variable is constant and should be ignored for analysis
| Constant value | nan |
|---|
Cold_Frac.7-FST_Filtration.Sampling.Tprotein(mg/mL)
Numeric
| Distinct count | 132 |
|---|---|
| Unique (%) | 27.3% |
| Missing (%) | 7.0% |
| Missing (n) | 34 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.452222222 |
|---|---|
| Minimum | 4.62 |
| Maximum | 6.43 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4.62 |
|---|---|
| 5-th percentile | 4.93 |
| Q1 | 5.12 |
| Median | 5.28 |
| Q3 | 5.8975 |
| 95-th percentile | 6.26 |
| Maximum | 6.43 |
| Range | 1.81 |
| Interquartile range | 0.7775 |
Descriptive statistics
| Standard deviation | 0.4488410659 |
|---|---|
| Coef of variation | 0.08232259207 |
| Kurtosis | -0.8951776316 |
| Mean | 5.452222222 |
| MAD | 0.3848444444 |
| Skewness | 0.6808470208 |
| Sum | 2453.5 |
| Variance | 0.2014583024 |
| Memory size | 3.9 KiB |
| Value | Count | Frequency (%) | |
| 5.26 | 11 | 2.3% | |
| 5.22 | 11 | 2.3% | |
| 5.2 | 10 | 2.1% | |
| 5.19 | 9 | 1.9% | |
| 5.13 | 9 | 1.9% | |
| 5.05 | 9 | 1.9% | |
| 5.28 | 9 | 1.9% | |
| 5.12 | 8 | 1.7% | |
| 5.31 | 8 | 1.7% | |
| 5.24 | 8 | 1.7% | |
| Other values (121) | 358 | 74.0% | |
| (Missing) | 34 | 7.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4.62 | 1 | 0.2% | |
| 4.76 | 3 | 0.6% | |
| 4.8 | 1 | 0.2% | |
| 4.82 | 4 | 0.8% | |
| 4.83 | 2 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6.43 | 1 | 0.2% | |
| 6.41 | 1 | 0.2% | |
| 6.4 | 1 | 0.2% | |
| 6.34 | 4 | 0.8% | |
| 6.33 | 3 | 0.6% |
Cold_Frac.7-FST_Filtration.StartDT
Categorical
| Distinct count | 450 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 7.2% |
| Missing (n) | 35 |
| 10-Mar-2019 09:07:00 PM | 1 |
|---|---|
| 27-Jan-2019 09:59:01 AM | 1 |
| 12-May-2019 12:56:55 PM | 1 |
| Other values (446) | |
| (Missing) | 35 |
| Value | Count | Frequency (%) | |
| 10-Mar-2019 09:07:00 PM | 1 | 0.2% | |
| 27-Jan-2019 09:59:01 AM | 1 | 0.2% | |
| 12-May-2019 12:56:55 PM | 1 | 0.2% | |
| 04-Sep-2019 10:21:07 PM | 1 | 0.2% | |
| 03-May-2019 06:40:20 AM | 1 | 0.2% | |
| 04-Jan-2019 11:34:59 AM | 1 | 0.2% | |
| 18-Feb-2019 01:04:31 AM | 1 | 0.2% | |
| 27-Apr-2019 01:23:46 AM | 1 | 0.2% | |
| 14-Sep-2019 09:13:08 PM | 1 | 0.2% | |
| 18-Mar-2019 10:56:44 PM | 1 | 0.2% | |
| Other values (439) | 439 | 90.7% | |
| (Missing) | 35 | 7.2% |
| Max length | 23 |
|---|---|
| Mean length | 21.55371901 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Cold_Frac.7-FST_Filtration.SuspensionWeight
Highly correlated
This variable is highly correlated with Cold_Frac.7-FST_Filtration.Filtrate_Amount(L) and should be ignored for analysis
| Correlation | 0.9745320981 |
|---|
df_index
Categorical, Unique
| First 5 values |
|---|
| LB1899343 |
| LB1899344 |
| LB1899353 |
| LB1899354 |
| LB1899476 |
| Last 5 values |
|---|
| LR1999456 |
| LR1999458 |
| LR1999470 |
| LR1999472 |
| LR1999474 |
First 5 values
| Value | Count | Frequency (%) | |
| LB1899343 | 1 | 0.2% | |
| LB1899344 | 1 | 0.2% | |
| LB1899353 | 1 | 0.2% | |
| LB1899354 | 1 | 0.2% | |
| LB1899476 | 1 | 0.2% |
Last 5 values
| Value | Count | Frequency (%) | |
| LR1999474 | 1 | 0.2% | |
| LR1999472 | 1 | 0.2% | |
| LR1999470 | 1 | 0.2% | |
| LR1999458 | 1 | 0.2% | |
| LR1999456 | 1 | 0.2% |
Parameter_Set_Date
Categorical
| Distinct count | 266 |
|---|---|
| Unique (%) | 55.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 01-Oct-2019 05:00:00 PM | 11 |
|---|---|
| 17-Jan-2019 04:00:00 PM | 10 |
| 11-Jan-2019 04:00:00 PM | 9 |
| Other values (263) |
| Value | Count | Frequency (%) | |
| 01-Oct-2019 05:00:00 PM | 11 | 2.3% | |
| 17-Jan-2019 04:00:00 PM | 10 | 2.1% | |
| 11-Jan-2019 04:00:00 PM | 9 | 1.9% | |
| 07-Oct-2019 05:00:00 PM | 8 | 1.7% | |
| 06-Sep-2019 05:00:00 PM | 7 | 1.4% | |
| 02-Oct-2019 05:00:00 PM | 6 | 1.2% | |
| 30-Sep-2019 05:00:00 PM | 5 | 1.0% | |
| 08-Oct-2019 05:00:00 PM | 5 | 1.0% | |
| 03-Oct-2019 05:00:00 PM | 5 | 1.0% | |
| 12-Mar-2019 05:00:00 PM | 4 | 0.8% | |
| Other values (256) | 414 | 85.5% |
| Max length | 23 |
|---|---|
| Mean length | 23 |
| Min length | 23 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Unnamed_1
Categorical
| Distinct count | 266 |
|---|---|
| Unique (%) | 55.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 01-Oct-2019 05:00:00 PM | 11 |
|---|---|
| 17-Jan-2019 04:00:00 PM | 10 |
| 11-Jan-2019 04:00:00 PM | 9 |
| Other values (263) |
| Value | Count | Frequency (%) | |
| 01-Oct-2019 05:00:00 PM | 11 | 2.3% | |
| 17-Jan-2019 04:00:00 PM | 10 | 2.1% | |
| 11-Jan-2019 04:00:00 PM | 9 | 1.9% | |
| 07-Oct-2019 05:00:00 PM | 8 | 1.7% | |
| 06-Sep-2019 05:00:00 PM | 7 | 1.4% | |
| 02-Oct-2019 05:00:00 PM | 6 | 1.2% | |
| 30-Sep-2019 05:00:00 PM | 5 | 1.0% | |
| 08-Oct-2019 05:00:00 PM | 5 | 1.0% | |
| 03-Oct-2019 05:00:00 PM | 5 | 1.0% | |
| 12-Mar-2019 05:00:00 PM | 4 | 0.8% | |
| Other values (256) | 414 | 85.5% |
| Max length | 23 |
|---|---|
| Mean length | 23 |
| Min length | 23 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
First rows
| Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Addition_End_DT | Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Amount | Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Concentration | Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilStirringDuration(min) | Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilStirringDurationTxT | Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilSuspTemp(°C) | Cold_Frac.7-FST_Filtration.Aerosil_Addition.Extract_Aging_(min)(min) | Cold_Frac.7-FST_Filtration.Aerosil_Addition.ExtractDuration(h) | Cold_Frac.7-FST_Filtration.Amount_of_Celpure | Cold_Frac.7-FST_Filtration.Calcs.AerosilAmount/CPPWt | Cold_Frac.7-FST_Filtration.Calcs.AerosilMixDur(hours) | Cold_Frac.7-FST_Filtration.Calcs.CelpureAmount/CPPWt | Cold_Frac.7-FST_Filtration.Calcs.ExtractDur(hours) | Cold_Frac.7-FST_Filtration.Calcs.FRII+III_ExtractFiltrateStepRecovery | Cold_Frac.7-FST_Filtration.Calcs.FRII+III_ExtractPasteRecovery | Cold_Frac.7-FST_Filtration.Celpure_Addition_Duration | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Celpure_Addition_End_Time | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Celpure_Addition_Start_Time | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_Filt | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_PreCond | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_Aerosil_ADD_End | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_FILT_End | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_FILT_Start | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_PRECOND_Start | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_STIR_Start | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Ext_Stir_Start_to_End_of_Aerosil_Add | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Filtration_End_Time | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Filtration_Start_Time | Cold_Frac.7-FST_Filtration.FilterPressID | Cold_Frac.7-FST_Filtration.Filtrate_Amount(L) | Cold_Frac.7-FST_Filtration.Filtration_Duration | Cold_Frac.7-FST_Filtration.FR_II+III_ExtractPasteWeight(kg) | Cold_Frac.7-FST_Filtration.Frac_II_+_III_Extract_Pre_Aerosil_Delivery_Sending_Tank_Temperature_during_Filtration | Cold_Frac.7-FST_Filtration.PostWashEndDT | Cold_Frac.7-FST_Filtration.PPTG_Suspension_Post_Aging_Sending_Tank_Temperature_during_Filtration | Cold_Frac.7-FST_Filtration.Sampling.IGG_Content(mg/mL) | Cold_Frac.7-FST_Filtration.Sampling.Tprotein(mg/mL) | Cold_Frac.7-FST_Filtration.StartDT | Cold_Frac.7-FST_Filtration.SuspensionWeight | df_index | Parameter_Set_Date | Unnamed_1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 05-Jan-2019 04:02:10 PM | 17.2 | NaN | NaN | 00:50:20 | NaN | 135.083333 | 6.633611 | 89.7 | 0.002246 | 2.251389 | 0.011712 | NaN | 106.742747 | 86.125388 | NaN | NaN | NaN | 2.251389 | 1.910000 | 05-Jan-2019 04:02:10 PM | 05-Jan-2019 08:55:30 PM | 05-Jan-2019 06:17:15 PM | 05-Jan-2019 05:56:46 PM | NaN | NaN | NaN | NaN | NaN | 8175.0 | 2.637500 | 659.5999 | NaN | 05-Jan-2019 08:55:34 PM | NaN | NaN | 5.13 | 05-Jan-2019 06:17:15 PM | 7220.6 | LB1999003 | 01-Jan-2019 04:00:00 PM | 01-Jan-2019 04:00:00 PM |
| 1 | 06-Jan-2019 06:32:05 AM | 17.7 | NaN | NaN | NaN | NaN | 157.233333 | 6.627222 | 81.7 | 0.002535 | 2.620556 | 0.011700 | NaN | 120.395830 | 91.052300 | NaN | NaN | NaN | 2.620556 | 2.135556 | 06-Jan-2019 06:32:05 AM | 06-Jan-2019 11:10:56 AM | 06-Jan-2019 09:09:19 AM | 06-Jan-2019 08:40:13 AM | NaN | NaN | NaN | NaN | NaN | 8407.0 | 2.026944 | 635.8000 | NaN | 06-Jan-2019 11:11:00 AM | NaN | NaN | 6.34 | 06-Jan-2019 09:09:19 AM | 7404.6 | LR1999004 | 01-Jan-2019 04:00:00 PM | 01-Jan-2019 04:00:00 PM |
| 2 | 06-Jan-2019 06:54:01 PM | 17.1 | NaN | NaN | 00:50:20 | NaN | 133.733333 | 4.965278 | 89.5 | 0.002238 | 2.228889 | 0.011714 | NaN | 106.824071 | 0.000000 | NaN | NaN | NaN | 2.228889 | 1.883056 | 06-Jan-2019 06:54:01 PM | 06-Jan-2019 11:32:52 PM | 06-Jan-2019 09:07:45 PM | 06-Jan-2019 08:47:00 PM | NaN | NaN | NaN | NaN | NaN | 8162.0 | 2.418611 | 0.0000 | NaN | 06-Jan-2019 11:32:56 PM | NaN | NaN | 5.23 | 06-Jan-2019 09:07:45 PM | 7195.4 | LB1999005 | 02-Jan-2019 04:00:00 PM | 02-Jan-2019 04:00:00 PM |
| 3 | 07-Jan-2019 02:28:18 PM | 17.9 | NaN | NaN | NaN | NaN | 119.233333 | 9.344444 | 82.6 | 0.002538 | 1.987222 | 0.011711 | NaN | 120.783752 | 92.540870 | NaN | NaN | NaN | 1.987222 | 1.654444 | 07-Jan-2019 02:28:18 PM | 07-Jan-2019 06:37:49 PM | 07-Jan-2019 04:27:32 PM | 07-Jan-2019 04:07:34 PM | NaN | NaN | NaN | NaN | NaN | 8519.0 | 2.171389 | 652.7001 | NaN | 07-Jan-2019 06:37:54 PM | NaN | NaN | 6.09 | 07-Jan-2019 04:27:32 PM | 7482.8 | LR1999006 | 02-Jan-2019 04:00:00 PM | 02-Jan-2019 04:00:00 PM |
| 4 | 08-Jan-2019 08:58:07 PM | 17.7 | NaN | NaN | NaN | NaN | 180.466667 | 9.647500 | 81.8 | 0.002533 | 3.007778 | 0.011708 | NaN | 121.046002 | 92.491341 | NaN | NaN | NaN | 3.007778 | 2.533611 | 08-Jan-2019 08:58:07 PM | 09-Jan-2019 01:59:53 AM | 08-Jan-2019 11:58:35 PM | 08-Jan-2019 11:30:08 PM | NaN | NaN | NaN | NaN | NaN | 8457.0 | 2.021667 | 646.2000 | NaN | 09-Jan-2019 01:59:57 AM | NaN | NaN | 6.23 | 08-Jan-2019 11:58:35 PM | 7413.4 | LR1999008 | 04-Jan-2019 04:00:00 PM | 04-Jan-2019 04:00:00 PM |
| 5 | 10-Jan-2019 05:33:24 PM | 17.1 | NaN | NaN | 00:50:20 | NaN | 137.000000 | 3.714167 | 89.1 | 0.002247 | 2.283333 | 0.011710 | NaN | 106.217719 | 87.989052 | NaN | NaN | NaN | 2.283333 | 1.697778 | 10-Jan-2019 05:33:24 PM | 10-Jan-2019 10:16:02 PM | 10-Jan-2019 07:50:24 PM | 10-Jan-2019 07:15:16 PM | NaN | NaN | NaN | NaN | NaN | 8082.0 | 2.427222 | 669.4999 | NaN | 10-Jan-2019 10:16:07 PM | NaN | NaN | 5.20 | 10-Jan-2019 07:50:24 PM | 7120.3 | LB1999011 | 05-Jan-2019 04:00:00 PM | 05-Jan-2019 04:00:00 PM |
| 6 | 10-Jan-2019 12:35:49 AM | 17.5 | NaN | NaN | NaN | NaN | 129.316667 | 6.831111 | 80.8 | 0.002535 | 2.155278 | 0.011706 | NaN | 121.193225 | 91.391137 | NaN | NaN | NaN | 2.155278 | 1.719444 | 10-Jan-2019 12:35:49 AM | 10-Jan-2019 04:44:44 AM | 10-Jan-2019 02:45:08 AM | 10-Jan-2019 02:18:59 AM | NaN | NaN | NaN | NaN | NaN | 8365.0 | 1.993333 | 630.8000 | NaN | 10-Jan-2019 04:44:48 AM | NaN | NaN | 6.29 | 10-Jan-2019 02:45:08 AM | 7326.6 | LR1999010 | 05-Jan-2019 04:00:00 PM | 05-Jan-2019 04:00:00 PM |
| 7 | 11-Jan-2019 07:17:23 AM | 17.7 | NaN | NaN | NaN | NaN | 128.766667 | 5.357778 | 81.8 | 0.002534 | 2.146111 | 0.011712 | NaN | 120.958718 | 96.116936 | NaN | NaN | NaN | 2.146111 | 1.743889 | 11-Jan-2019 07:17:23 AM | 11-Jan-2019 11:27:28 AM | 11-Jan-2019 09:26:09 AM | 11-Jan-2019 09:02:01 AM | NaN | NaN | NaN | NaN | NaN | 8448.0 | 2.021944 | 671.3000 | NaN | 11-Jan-2019 11:27:32 AM | NaN | NaN | 6.25 | 11-Jan-2019 09:26:09 AM | 7399.1 | LR1999012 | 06-Jan-2019 04:00:00 PM | 06-Jan-2019 04:00:00 PM |
| 8 | 11-Jan-2019 09:17:03 PM | 17.2 | NaN | NaN | 00:50:20 | NaN | 143.950000 | 5.926944 | 89.7 | 0.002244 | 2.399167 | 0.011703 | NaN | 106.686672 | 88.251027 | NaN | NaN | NaN | 2.399167 | 1.868333 | 11-Jan-2019 09:17:03 PM | 12-Jan-2019 01:54:10 AM | 11-Jan-2019 11:41:00 PM | 11-Jan-2019 11:09:09 PM | NaN | NaN | NaN | NaN | NaN | 8177.0 | 2.219444 | 676.4000 | NaN | 12-Jan-2019 01:54:14 AM | NaN | NaN | 5.25 | 11-Jan-2019 11:41:00 PM | 7176.9 | LB1999013 | 07-Jan-2019 04:00:00 PM | 07-Jan-2019 04:00:00 PM |
| 9 | 13-Jan-2019 03:55:51 AM | 17.3 | NaN | NaN | 00:50:20 | NaN | 125.566667 | 4.463889 | 90.5 | 0.002239 | 2.092778 | 0.011711 | NaN | 106.471357 | 87.319970 | NaN | NaN | NaN | 2.092778 | 1.623333 | 13-Jan-2019 03:55:51 AM | 13-Jan-2019 08:25:01 AM | 13-Jan-2019 06:01:25 AM | 13-Jan-2019 05:33:15 AM | NaN | NaN | NaN | NaN | NaN | 8228.0 | 2.393333 | 674.8000 | NaN | 13-Jan-2019 08:25:05 AM | NaN | NaN | 5.33 | 13-Jan-2019 06:01:25 AM | 7256.1 | LB1999017 | 08-Jan-2019 04:00:00 PM | 08-Jan-2019 04:00:00 PM |
Last rows
| Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Addition_End_DT | Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Amount | Cold_Frac.7-FST_Filtration.Aerosil_Addition.Aerosil_Concentration | Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilStirringDuration(min) | Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilStirringDurationTxT | Cold_Frac.7-FST_Filtration.Aerosil_Addition.AerosilSuspTemp(°C) | Cold_Frac.7-FST_Filtration.Aerosil_Addition.Extract_Aging_(min)(min) | Cold_Frac.7-FST_Filtration.Aerosil_Addition.ExtractDuration(h) | Cold_Frac.7-FST_Filtration.Amount_of_Celpure | Cold_Frac.7-FST_Filtration.Calcs.AerosilAmount/CPPWt | Cold_Frac.7-FST_Filtration.Calcs.AerosilMixDur(hours) | Cold_Frac.7-FST_Filtration.Calcs.CelpureAmount/CPPWt | Cold_Frac.7-FST_Filtration.Calcs.ExtractDur(hours) | Cold_Frac.7-FST_Filtration.Calcs.FRII+III_ExtractFiltrateStepRecovery | Cold_Frac.7-FST_Filtration.Calcs.FRII+III_ExtractPasteRecovery | Cold_Frac.7-FST_Filtration.Celpure_Addition_Duration | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Celpure_Addition_End_Time | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Celpure_Addition_Start_Time | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_Filt | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.End_of_Aerosil_Add_to_Start_of_PreCond | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_Aerosil_ADD_End | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_FILT_End | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_FILT_Start | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_FP_PRECOND_Start | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.EXT_STIR_Start | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Ext_Stir_Start_to_End_of_Aerosil_Add | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Filtration_End_Time | Cold_Frac.7-FST_Filtration.Dates_for_Calcs.Filtration_Start_Time | Cold_Frac.7-FST_Filtration.FilterPressID | Cold_Frac.7-FST_Filtration.Filtrate_Amount(L) | Cold_Frac.7-FST_Filtration.Filtration_Duration | Cold_Frac.7-FST_Filtration.FR_II+III_ExtractPasteWeight(kg) | Cold_Frac.7-FST_Filtration.Frac_II_+_III_Extract_Pre_Aerosil_Delivery_Sending_Tank_Temperature_during_Filtration | Cold_Frac.7-FST_Filtration.PostWashEndDT | Cold_Frac.7-FST_Filtration.PPTG_Suspension_Post_Aging_Sending_Tank_Temperature_during_Filtration | Cold_Frac.7-FST_Filtration.Sampling.IGG_Content(mg/mL) | Cold_Frac.7-FST_Filtration.Sampling.Tprotein(mg/mL) | Cold_Frac.7-FST_Filtration.StartDT | Cold_Frac.7-FST_Filtration.SuspensionWeight | df_index | Parameter_Set_Date | Unnamed_1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 474 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LR1999472 | 07-Oct-2019 05:00:00 PM | 07-Oct-2019 05:00:00 PM |
| 475 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LB1999475 | 08-Oct-2019 05:00:00 PM | 08-Oct-2019 05:00:00 PM |
| 476 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LB1999476 | 08-Oct-2019 05:00:00 PM | 08-Oct-2019 05:00:00 PM |
| 477 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LB1999477 | 08-Oct-2019 05:00:00 PM | 08-Oct-2019 05:00:00 PM |
| 478 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LB1999478 | 08-Oct-2019 05:00:00 PM | 08-Oct-2019 05:00:00 PM |
| 479 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LR1999474 | 08-Oct-2019 05:00:00 PM | 08-Oct-2019 05:00:00 PM |
| 480 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LB1999457 | 13-Oct-2019 05:00:00 PM | 13-Oct-2019 05:00:00 PM |
| 481 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LB1999459 | 13-Oct-2019 05:00:00 PM | 13-Oct-2019 05:00:00 PM |
| 482 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LR1999427 | 13-Oct-2019 05:00:00 PM | 13-Oct-2019 05:00:00 PM |
| 483 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | LR1999458 | 13-Oct-2019 05:00:00 PM | 13-Oct-2019 05:00:00 PM |